Emotion Recognition in Conversation on MELD (test)
70.44Weighted F1PRC-Emo
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PRC-Emo2025.11 | 70.44 | — | 71.5 | — | — | — | — | — | — | |
| BiosERCbackbone=Llama-2-13b, training=fine-tuned, #T.Params.=125 x 10^62024.07 | 69.83 | — | — | — | — | — | — | — | — | |
| BiosERC2025.11 | 69.83 | — | — | — | — | — | — | — | — | |
| MiSTER-EModality=speech-text2026.03 | 69.5 | — | — | — | — | — | — | — | — | |
| LaERC-SBackbone=Llama2-7B, Mechanism=oReact2024.03 | 69.27 | — | — | — | — | — | — | — | — | |
| InstructERCtraining=fine-tuned LLM2024.07 | 69.15 | — | — | — | — | — | — | — | — | |
| InstructERCType=LLMs-based ERC, Backbone=Llama2-7B2024.03 | 69.15 | — | — | — | — | — | — | — | — | |
| InstructERC2025.11 | 69.15 | — | — | — | — | — | — | — | — | |
| LaERCBackbone=Llama2-7B, Protocol=Finetuning2024.03 | 68.86 | — | — | — | — | — | — | — | — | |
| BiosERCbackbone=Llama-2-7b, training=fine-tuned, #T.Params.=80 x 10^62024.07 | 68.72 | — | — | — | — | — | — | — | — | |
| BiosERCType=LLMs-based ERC, Backbone=Llama2-7B2024.03 | 68.72 | — | — | — | — | — | — | — | — | |
| CEPTType=Conventional ERC2024.03 | 67.51 | — | — | — | — | — | — | — | — | |
| SPCL-CL-ERCstrategy=Supervised Prototypical Contrastive Learning + Curriculum Learning2022.10 | 67.25 | — | — | — | — | — | — | — | — | |
| TelMEModality=speech-text2026.03 | 67.2 | — | — | — | — | — | — | — | — | |
| CFN-ESAModality=speech-text2026.03 | 67.2 | — | — | — | — | — | — | — | — | |
| DF-ERCInput=Our, Embedding=Robe-Large2023.08 | 67.03 | — | 68.28 | — | 80.17 | 60.27 | 43.89 | 65.93 | 55.5 | |
| DualGATsType=Conventional ERC2024.03 | 66.9 | — | — | — | — | — | — | — | — | |
| CBERL2025.11 | 66.89 | — | 67.78 | — | — | — | — | — | — | |
| M2FNetInput=MM, Embedding=Robe-Largee2023.08 | 66.71 | — | 67.85 | — | 80.06 | 58.66 | 47.03 | 65.5 | 55.25 | |
| MFAMType=Conventional ERC2024.03 | 66.65 | — | — | — | — | — | — | — | — | |
| CoMPM2022.10 | 66.52 | — | — | — | — | — | — | — | — | |
| CoMpMInput=T+KG, Embedding=Robe-Large2023.08 | 66.52 | — | — | — | — | — | — | — | — | |
| EmotonFlow-LargeSize=Large2022.10 | 66.5 | — | — | — | — | — | — | — | — | |
| EmoFlowInput=Text, Embedding=Robe-Large2023.08 | 66.5 | — | — | — | — | — | — | — | — | |
| SACL-LSTM# Param.=2.6M, features=roberta-large2023.06 | 66.45 | — | 67.51 | — | — | — | — | — | — | |
| MetaDropInput=MM, Embedding=Robe-Large2023.08 | 66.3 | — | 66.63 | — | — | — | — | — | — | |
| SKSECInput=T+KG, Embedding=Robe-Large2023.08 | 66.21 | — | — | — | — | — | — | — | — | |
| TODKAT+HCLHCL=true2021.12 | 66.18 | — | — | — | — | — | — | — | — | |
| SPCLType=Conventional ERC2024.03 | 66.13 | — | — | — | — | — | — | — | — | |
| MMGAT-EMOModality=speech-text, Implementation=authors' public implementation (re-run)2026.03 | 66.1 | — | — | — | — | — | — | — | — | |
| DER-GCN2025.11 | 66.1 | — | 66.8 | — | — | — | — | — | — | |
| COSMIC+HCLHCL=true2021.12 | 65.85 | — | — | — | — | — | — | — | — | |
| HCAMModality=speech-text2026.03 | 65.8 | — | — | — | — | — | — | — | — | |
| DialogueCRN# Param.=3.3M, features=roberta-large2023.06 | 65.77 | — | 66.93 | — | — | — | — | — | — | |
| HiDialogbase_model=RoBERTa_s2023.04 | 65.64 | — | — | — | — | — | — | — | — | |
| Mamba-like-modelModality=speech-text2026.03 | 65.6 | — | — | — | — | — | — | — | — | |
| LR-GCN2025.11 | 65.6 | — | — | — | — | — | — | — | — | |
| UniMSEInput=MM, Embedding=T5-Base2023.08 | 65.51 | — | 65.09 | — | — | — | — | — | — | |
| BiosERCbackbone=BERT-based, #T.Params.=186 x 10^62024.07 | 65.51 | — | — | — | — | — | — | — | — | |
| MKFMType=Conventional ERC2024.03 | 65.5 | — | — | — | — | — | — | — | — | |
| TODKATHCL=false2021.12 | 65.47 | — | — | — | — | — | — | — | — | |
| TODKAT2022.10 | 65.47 | — | — | — | — | — | — | — | — | |
| TODKATexternal_knowledge=true, features=roberta-large2023.06 | 65.47 | — | 67.24 | — | — | — | — | — | — | |
| TODKATInput=T+KG, Embedding=Robe-Large2023.08 | 65.47 | — | — | — | — | — | — | — | — | |
| SGED + DAG-ERC2022.10 | 65.46 | — | — | — | — | — | — | — | — | |
| SGED + DAG-ERC2024.07 | 65.46 | — | — | — | — | — | — | — | — | |
| DialogueEIN2024.07 | 65.37 | — | — | — | — | — | — | — | — | |
| TUCORE-GCN_RoBERTaBackbone=RoBERTa2022.10 | 65.36 | — | — | — | — | — | — | — | — | |
| TUCOREInput=Text, Embedding=Robe-Large2023.08 | 65.36 | — | — | — | — | — | — | — | — | |
| DialogueRNN# Param.=9.9M, features=roberta-large2023.06 | 65.3 | — | 65.96 | — | — | — | — | — | — | |
| MultiEmoModality=speech-text, Implementation=authors' public implementation (re-run)2026.03 | 65.3 | — | — | — | — | — | — | — | — | |
| COSMICHCL=false2021.12 | 65.21 | — | — | — | — | — | — | — | — | |
| COSMIC2022.10 | 65.21 | — | — | — | — | — | — | — | — | |
| COMSMICInput=T+KG, Embedding=Robe-Large2023.08 | 65.21 | — | — | — | — | — | — | — | — | |
| COSMIC2025.11 | 65.21 | — | — | — | — | — | — | — | — | |
| SKAIGType=Conventional ERC2024.03 | 65.18 | — | — | — | — | — | — | — | — | |
| COSMIC# Param.=11.9M, external_knowledge=true, features=roberta-large2023.06 | 65.03 | — | 65.96 | — | — | — | — | — | — | |
| COSMICType=Conventional ERC2024.03 | 65.03 | — | — | — | — | — | — | — | — | |
| SPCL+CL# Param.=356.7M, features=roberta-large2023.06 | 64.93 | — | 64.36 | — | — | — | — | — | — | |
| CauAIN# Param.=6.1M, external_knowledge=true, features=roberta-large2023.06 | 64.89 | — | 65.85 | — | — | — | — | — | — | |
| CauAINType=Conventional ERC2024.03 | 64.89 | — | — | — | — | — | — | — | — | |
| bc-LSTM# Param.=1.2M, features=roberta-large2023.06 | 64.87 | — | 65.87 | — | — | — | — | — | — | |
| CoG-BARTbackbone=BART2021.12 | 64.81 | — | — | — | — | — | — | — | — | |
| Cog-BARTBackbone=BART2022.10 | 64.81 | — | — | — | — | — | — | — | — | |
| S+PAGE2024.07 | 64.67 | — | — | — | — | — | — | — | — | |
| INTRA/INTER ERC (baseline)#T.Params.=189 x 10^62024.07 | 64.58 | — | — | — | — | — | — | — | — | |
| DF-ERCModality=speech-text2026.03 | 64.5 | — | — | — | — | — | — | — | — | |
| COSMIC2021.12 | 64.28 | — | — | — | — | — | — | — | — | |
| RoBERTa_s2023.04 | 64.19 | — | — | — | — | — | — | — | — | |
| LSDGNN+ICL2025.11 | 64.07 | — | 64.67 | — | — | — | — | — | — | |
| MultiDAG+CL2025.11 | 64 | — | — | — | — | — | — | — | — | |
| DAG-ERC+HCLHCL=true2021.12 | 63.89 | — | — | — | — | — | — | — | — | |
| COG-BART# Param.=415.1M, features=bart-large2023.06 | 63.82 | — | 64.95 | — | — | — | — | — | — | |
| SMINModality=speech-text, External Emotional Data=Not used2026.03 | 63.7 | — | — | — | — | — | — | — | — | |
| DAG-ERC2021.12 | 63.65 | — | — | — | — | — | — | — | — | |
| DAG-ERC2021.12 | 63.65 | — | — | — | — | — | — | — | — | |
| DAG-ERCHCL=false2021.12 | 63.65 | — | — | — | — | — | — | — | — | |
| DAG-ERC2022.10 | 63.65 | — | — | — | — | — | — | — | — | |
| DAG2024.07 | 63.65 | — | — | — | — | — | — | — | — | |
| DAG-ERC2025.11 | 63.63 | — | 63.98 | — | — | — | — | — | — | |
| DiaTRMInput=MM, Embedding=Bert-Base2023.08 | 63.5 | — | 65.7 | — | — | — | — | — | — | |
| DialogueCRN2022.10 | 63.42 | — | — | — | — | — | — | — | — | |
| DAG-ERC# Param.=9.5M, features=roberta-large2023.06 | 63.36 | — | 63.75 | — | — | — | — | — | — | |
| S+PAGE2021.12 | 63.32 | — | — | — | — | — | — | — | — | |
| ELR-GNNModality=speech-text2026.03 | 63.2 | — | — | — | — | — | — | — | — | |
| SGED+DAG# Param.=3.0M, features=roberta-large2023.06 | 63.16 | — | 63.6 | — | — | — | — | — | — | |
| RGAT+ROBERTabackbone=ROBERTa2021.12 | 62.8 | — | — | — | — | — | — | — | — | |
| DialogueGCN# Param.=2.1M, features=roberta-large2023.06 | 62.68 | — | 63.62 | — | — | — | — | — | — | |
| DER-GCNModality=speech-text2026.03 | 62.6 | — | — | — | — | — | — | — | — | |
| DialogXL2023.04 | 62.41 | — | — | — | — | — | — | — | — | |
| DialogXL+external_knowledge=true, features=roberta-large2023.06 | 62.41 | — | — | — | — | — | — | — | — | |
| DialogXLType=Conventional ERC2024.03 | 62.41 | — | — | — | — | — | — | — | — | |
| DialogXL2024.07 | 62.14 | — | — | — | — | — | — | — | — | |
| HiTransInput=Text, Embedding=Bert-Base2023.08 | 61.94 | — | — | — | — | — | — | — | — | |
| HiTrans2024.07 | 61.94 | — | — | — | — | — | — | — | — | |
| PHT2023.04 | 61.9 | — | — | — | — | — | — | — | — | |
| RGAT2021.12 | 60.91 | — | — | — | — | — | — | — | — | |
| RGAT2021.12 | 60.91 | — | — | — | — | — | — | — | — | |
| RGATInput=Text, Embedding=Bert-Base2023.08 | 60.91 | — | — | — | — | — | — | — | — | |
| RGATexternal_knowledge=true, features=roberta-large2023.06 | 60.81 | — | — | — | — | — | — | — | — |